Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 1000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 164.2 KiB |
| Average record size in memory | 168.1 B |
Variable types
| Numeric | 15 |
|---|---|
| Categorical | 6 |
fc is highly overall correlated with pc | High correlation |
pc is highly overall correlated with fc | High correlation |
four_g is highly overall correlated with three_g | High correlation |
three_g is highly overall correlated with four_g | High correlation |
id is uniformly distributed | Uniform |
touch_screen is uniformly distributed | Uniform |
id has unique values | Unique |
fc has 210 (21.0%) zeros | Zeros |
pc has 40 (4.0%) zeros | Zeros |
sc_w has 112 (11.2%) zeros | Zeros |
Reproduction
| Analysis started | 2023-03-27 15:39:11.588600 |
|---|---|
| Analysis finished | 2023-03-27 15:39:46.322074 |
| Duration | 34.73 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
id
Real number (ℝ)
UNIFORM UNIQUE
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 500.5 |
| Minimum | 1 |
|---|---|
| Maximum | 1000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 50.95 |
| Q1 | 250.75 |
| median | 500.5 |
| Q3 | 750.25 |
| 95-th percentile | 950.05 |
| Maximum | 1000 |
| Range | 999 |
| Interquartile range (IQR) | 499.5 |
Descriptive statistics
| Standard deviation | 288.81944 |
|---|---|
| Coefficient of variation (CV) | 0.57706181 |
| Kurtosis | -1.2 |
| Mean | 500.5 |
| Median Absolute Deviation (MAD) | 250 |
| Skewness | 0 |
| Sum | 500500 |
| Variance | 83416.667 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 1 | 0.1% |
| 672 | 1 | 0.1% |
| 659 | 1 | 0.1% |
| 660 | 1 | 0.1% |
| 661 | 1 | 0.1% |
| 662 | 1 | 0.1% |
| 663 | 1 | 0.1% |
| 664 | 1 | 0.1% |
| 665 | 1 | 0.1% |
| 666 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 1000 | 1 | |
| 999 | 1 | |
| 998 | 1 | |
| 997 | 1 | |
| 996 | 1 | |
| 995 | 1 | |
| 994 | 1 | |
| 993 | 1 | |
| 992 | 1 | |
| 991 | 1 |
battery_power
Real number (ℝ)
| Distinct | 721 |
|---|---|
| Distinct (%) | 72.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1248.51 |
| Minimum | 500 |
|---|---|
| Maximum | 1999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 500 |
|---|---|
| 5-th percentile | 574 |
| Q1 | 895 |
| median | 1246.5 |
| Q3 | 1629.25 |
| 95-th percentile | 1933 |
| Maximum | 1999 |
| Range | 1499 |
| Interquartile range (IQR) | 734.25 |
Descriptive statistics
| Standard deviation | 432.45823 |
|---|---|
| Coefficient of variation (CV) | 0.34637947 |
| Kurtosis | -1.171261 |
| Mean | 1248.51 |
| Median Absolute Deviation (MAD) | 365 |
| Skewness | 0.038771028 |
| Sum | 1248510 |
| Variance | 187020.12 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1074 | 5 | 0.5% |
| 1981 | 5 | 0.5% |
| 529 | 4 | 0.4% |
| 1745 | 4 | 0.4% |
| 1715 | 4 | 0.4% |
| 560 | 4 | 0.4% |
| 986 | 4 | 0.4% |
| 723 | 4 | 0.4% |
| 900 | 4 | 0.4% |
| 1472 | 3 | 0.3% |
| Other values (711) | 959 |
| Value | Count | Frequency (%) |
| 500 | 2 | |
| 504 | 1 | 0.1% |
| 507 | 1 | 0.1% |
| 510 | 1 | 0.1% |
| 511 | 1 | 0.1% |
| 517 | 1 | 0.1% |
| 518 | 2 | |
| 519 | 3 | |
| 520 | 1 | 0.1% |
| 521 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1999 | 1 | |
| 1998 | 1 | |
| 1997 | 1 | |
| 1996 | 1 | |
| 1995 | 1 | |
| 1992 | 1 | |
| 1991 | 1 | |
| 1989 | 1 | |
| 1988 | 2 | |
| 1986 | 2 |
blue
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 516 | |
| 0 | 484 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 516 | |
| 0 | 484 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 516 | |
| 0 | 484 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 516 | |
| 0 | 484 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 516 | |
| 0 | 484 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 516 | |
| 0 | 484 |
clock_speed
Real number (ℝ)
| Distinct | 26 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5409 |
| Minimum | 0.5 |
|---|---|
| Maximum | 3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0.5 |
|---|---|
| 5-th percentile | 0.5 |
| Q1 | 0.7 |
| median | 1.5 |
| Q3 | 2.3 |
| 95-th percentile | 2.9 |
| Maximum | 3 |
| Range | 2.5 |
| Interquartile range (IQR) | 1.6 |
Descriptive statistics
| Standard deviation | 0.82926767 |
|---|---|
| Coefficient of variation (CV) | 0.53817099 |
| Kurtosis | -1.3403053 |
| Mean | 1.5409 |
| Median Absolute Deviation (MAD) | 0.8 |
| Skewness | 0.18593828 |
| Sum | 1540.9 |
| Variance | 0.68768487 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 0.5 | 199 | |
| 0.6 | 40 | 4.0% |
| 2.6 | 40 | 4.0% |
| 1.4 | 39 | 3.9% |
| 2.9 | 38 | 3.8% |
| 1.3 | 38 | 3.8% |
| 2.1 | 37 | 3.7% |
| 1.6 | 37 | 3.7% |
| 2.5 | 36 | 3.6% |
| 0.9 | 34 | 3.4% |
| Other values (16) | 462 |
| Value | Count | Frequency (%) |
| 0.5 | 199 | |
| 0.6 | 40 | 4.0% |
| 0.7 | 28 | 2.8% |
| 0.8 | 29 | 2.9% |
| 0.9 | 34 | 3.4% |
| 1 | 26 | 2.6% |
| 1.1 | 33 | 3.3% |
| 1.2 | 27 | 2.7% |
| 1.3 | 38 | 3.8% |
| 1.4 | 39 | 3.9% |
| Value | Count | Frequency (%) |
| 3 | 21 | |
| 2.9 | 38 | |
| 2.8 | 33 | |
| 2.7 | 33 | |
| 2.6 | 40 | |
| 2.5 | 36 | |
| 2.4 | 33 | |
| 2.3 | 28 | |
| 2.2 | 29 | |
| 2.1 | 37 |
dual_sim
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 517 | |
| 0 | 483 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 517 | |
| 0 | 483 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 517 | |
| 0 | 483 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 517 | |
| 0 | 483 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 517 | |
| 0 | 483 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 517 | |
| 0 | 483 |
fc
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 20 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.593 |
| Minimum | 0 |
|---|---|
| Maximum | 19 |
| Zeros | 210 |
| Zeros (%) | 21.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 3 |
| Q3 | 7 |
| 95-th percentile | 14 |
| Maximum | 19 |
| Range | 19 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.4633252 |
|---|---|
| Coefficient of variation (CV) | 0.97176687 |
| Kurtosis | 0.25667933 |
| Mean | 4.593 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.9895477 |
| Sum | 4593 |
| Variance | 19.921272 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 0 | 210 | |
| 1 | 124 | |
| 2 | 97 | |
| 4 | 80 | 8.0% |
| 5 | 74 | 7.4% |
| 3 | 70 | 7.0% |
| 6 | 59 | 5.9% |
| 7 | 50 | 5.0% |
| 9 | 41 | 4.1% |
| 8 | 38 | 3.8% |
| Other values (10) | 157 |
| Value | Count | Frequency (%) |
| 0 | 210 | |
| 1 | 124 | |
| 2 | 97 | |
| 3 | 70 | 7.0% |
| 4 | 80 | 8.0% |
| 5 | 74 | 7.4% |
| 6 | 59 | 5.9% |
| 7 | 50 | 5.0% |
| 8 | 38 | 3.8% |
| 9 | 41 | 4.1% |
| Value | Count | Frequency (%) |
| 19 | 2 | 0.2% |
| 18 | 10 | 1.0% |
| 17 | 2 | 0.2% |
| 16 | 11 | 1.1% |
| 15 | 12 | 1.2% |
| 14 | 16 | |
| 13 | 21 | |
| 12 | 17 | |
| 11 | 29 | |
| 10 | 37 |
four_g
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 513 | |
| 1 | 487 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 513 | |
| 1 | 487 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 513 | |
| 1 | 487 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 513 | |
| 1 | 487 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 513 | |
| 1 | 487 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 513 | |
| 1 | 487 |
int_memory
Real number (ℝ)
| Distinct | 63 |
|---|---|
| Distinct (%) | 6.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.652 |
| Minimum | 2 |
|---|---|
| Maximum | 64 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 18 |
| median | 34.5 |
| Q3 | 49 |
| 95-th percentile | 62 |
| Maximum | 64 |
| Range | 62 |
| Interquartile range (IQR) | 31 |
Descriptive statistics
| Standard deviation | 18.128694 |
|---|---|
| Coefficient of variation (CV) | 0.53871074 |
| Kurtosis | -1.1566454 |
| Mean | 33.652 |
| Median Absolute Deviation (MAD) | 15.5 |
| Skewness | -0.071781459 |
| Sum | 33652 |
| Variance | 328.64955 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 56 | 27 | 2.7% |
| 38 | 26 | 2.6% |
| 3 | 24 | 2.4% |
| 33 | 24 | 2.4% |
| 24 | 24 | 2.4% |
| 40 | 23 | 2.3% |
| 47 | 22 | 2.2% |
| 44 | 22 | 2.2% |
| 48 | 21 | 2.1% |
| 63 | 21 | 2.1% |
| Other values (53) | 766 |
| Value | Count | Frequency (%) |
| 2 | 14 | |
| 3 | 24 | |
| 4 | 10 | |
| 5 | 16 | |
| 6 | 13 | |
| 7 | 19 | |
| 8 | 18 | |
| 9 | 12 | |
| 10 | 18 | |
| 11 | 12 |
| Value | Count | Frequency (%) |
| 64 | 17 | |
| 63 | 21 | |
| 62 | 17 | |
| 61 | 13 | |
| 60 | 11 | |
| 59 | 11 | |
| 58 | 18 | |
| 57 | 18 | |
| 56 | 27 | |
| 55 | 15 |
m_dep
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5175 |
| Minimum | 0.1 |
|---|---|
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.1 |
| Q1 | 0.3 |
| median | 0.5 |
| Q3 | 0.8 |
| 95-th percentile | 0.9 |
| Maximum | 1 |
| Range | 0.9 |
| Interquartile range (IQR) | 0.5 |
Descriptive statistics
| Standard deviation | 0.28086052 |
|---|---|
| Coefficient of variation (CV) | 0.54272565 |
| Kurtosis | -1.2069214 |
| Mean | 0.5175 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | 0.01405448 |
| Sum | 517.5 |
| Variance | 0.078882633 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 0.1 | 139 | |
| 0.5 | 122 | |
| 0.9 | 107 | |
| 0.8 | 105 | |
| 0.7 | 101 | |
| 0.6 | 98 | |
| 0.4 | 96 | |
| 0.2 | 95 | |
| 0.3 | 88 | |
| 1 | 49 | 4.9% |
| Value | Count | Frequency (%) |
| 0.1 | 139 | |
| 0.2 | 95 | |
| 0.3 | 88 | |
| 0.4 | 96 | |
| 0.5 | 122 | |
| 0.6 | 98 | |
| 0.7 | 101 | |
| 0.8 | 105 | |
| 0.9 | 107 | |
| 1 | 49 | 4.9% |
| Value | Count | Frequency (%) |
| 1 | 49 | 4.9% |
| 0.9 | 107 | |
| 0.8 | 105 | |
| 0.7 | 101 | |
| 0.6 | 98 | |
| 0.5 | 122 | |
| 0.4 | 96 | |
| 0.3 | 88 | |
| 0.2 | 95 | |
| 0.1 | 139 |
mobile_wt
Real number (ℝ)
| Distinct | 121 |
|---|---|
| Distinct (%) | 12.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 139.511 |
| Minimum | 80 |
|---|---|
| Maximum | 200 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 80 |
|---|---|
| 5-th percentile | 85 |
| Q1 | 109.75 |
| median | 139 |
| Q3 | 170 |
| 95-th percentile | 194 |
| Maximum | 200 |
| Range | 120 |
| Interquartile range (IQR) | 60.25 |
Descriptive statistics
| Standard deviation | 34.85155 |
|---|---|
| Coefficient of variation (CV) | 0.2498122 |
| Kurtosis | -1.1978192 |
| Mean | 139.511 |
| Median Absolute Deviation (MAD) | 30 |
| Skewness | 0.0075312923 |
| Sum | 139511 |
| Variance | 1214.6305 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 83 | 17 | 1.7% |
| 174 | 15 | 1.5% |
| 128 | 14 | 1.4% |
| 141 | 13 | 1.3% |
| 171 | 13 | 1.3% |
| 98 | 12 | 1.2% |
| 119 | 12 | 1.2% |
| 153 | 12 | 1.2% |
| 135 | 12 | 1.2% |
| 183 | 12 | 1.2% |
| Other values (111) | 868 |
| Value | Count | Frequency (%) |
| 80 | 9 | |
| 81 | 9 | |
| 82 | 6 | 0.6% |
| 83 | 17 | |
| 84 | 3 | 0.3% |
| 85 | 10 | |
| 86 | 7 | |
| 87 | 11 | |
| 88 | 8 | |
| 89 | 7 |
| Value | Count | Frequency (%) |
| 200 | 5 | |
| 199 | 8 | |
| 198 | 9 | |
| 197 | 11 | |
| 196 | 9 | |
| 195 | 5 | |
| 194 | 6 | |
| 193 | 9 | |
| 192 | 7 | |
| 191 | 9 |
n_cores
Real number (ℝ)
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.328 |
| Minimum | 1 |
|---|---|
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 8 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.2881546 |
|---|---|
| Coefficient of variation (CV) | 0.52868638 |
| Kurtosis | -1.1894772 |
| Mean | 4.328 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.12256992 |
| Sum | 4328 |
| Variance | 5.2356517 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 4 | 142 | |
| 1 | 138 | |
| 2 | 134 | |
| 5 | 130 | |
| 3 | 127 | |
| 8 | 121 | |
| 7 | 107 | |
| 6 | 101 |
| Value | Count | Frequency (%) |
| 1 | 138 | |
| 2 | 134 | |
| 3 | 127 | |
| 4 | 142 | |
| 5 | 130 | |
| 6 | 101 | |
| 7 | 107 | |
| 8 | 121 |
| Value | Count | Frequency (%) |
| 8 | 121 | |
| 7 | 107 | |
| 6 | 101 | |
| 5 | 130 | |
| 4 | 142 | |
| 3 | 127 | |
| 2 | 134 | |
| 1 | 138 |
pc
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 21 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.054 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 40 |
| Zeros (%) | 4.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 5 |
| median | 10 |
| Q3 | 16 |
| 95-th percentile | 20 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 6.0950992 |
|---|---|
| Coefficient of variation (CV) | 0.60623624 |
| Kurtosis | -1.2408147 |
| Mean | 10.054 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.0040376552 |
| Sum | 10054 |
| Variance | 37.150234 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 16 | 59 | 5.9% |
| 17 | 58 | 5.8% |
| 1 | 57 | 5.7% |
| 6 | 56 | 5.6% |
| 14 | 55 | 5.5% |
| 20 | 55 | 5.5% |
| 7 | 52 | 5.2% |
| 5 | 52 | 5.2% |
| 3 | 51 | 5.1% |
| 9 | 48 | 4.8% |
| Other values (11) | 457 |
| Value | Count | Frequency (%) |
| 0 | 40 | |
| 1 | 57 | |
| 2 | 43 | |
| 3 | 51 | |
| 4 | 41 | |
| 5 | 52 | |
| 6 | 56 | |
| 7 | 52 | |
| 8 | 40 | |
| 9 | 48 |
| Value | Count | Frequency (%) |
| 20 | 55 | |
| 19 | 41 | |
| 18 | 41 | |
| 17 | 58 | |
| 16 | 59 | |
| 15 | 42 | |
| 14 | 55 | |
| 13 | 37 | |
| 12 | 46 | |
| 11 | 42 |
px_height
Real number (ℝ)
| Distinct | 694 |
|---|---|
| Distinct (%) | 69.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 627.121 |
| Minimum | 0 |
|---|---|
| Maximum | 1907 |
| Zeros | 2 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 48 |
| Q1 | 263.75 |
| median | 564.5 |
| Q3 | 903 |
| 95-th percentile | 1424.05 |
| Maximum | 1907 |
| Range | 1907 |
| Interquartile range (IQR) | 639.25 |
Descriptive statistics
| Standard deviation | 432.9297 |
|---|---|
| Coefficient of variation (CV) | 0.69034476 |
| Kurtosis | -0.34136306 |
| Mean | 627.121 |
| Median Absolute Deviation (MAD) | 321.5 |
| Skewness | 0.60943187 |
| Sum | 627121 |
| Variance | 187428.12 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 98 | 6 | 0.6% |
| 185 | 5 | 0.5% |
| 35 | 5 | 0.5% |
| 633 | 5 | 0.5% |
| 346 | 5 | 0.5% |
| 349 | 5 | 0.5% |
| 299 | 4 | 0.4% |
| 174 | 4 | 0.4% |
| 1019 | 4 | 0.4% |
| 406 | 4 | 0.4% |
| Other values (684) | 953 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 2 | 1 | 0.1% |
| 3 | 1 | 0.1% |
| 4 | 1 | 0.1% |
| 5 | 1 | 0.1% |
| 6 | 1 | 0.1% |
| 7 | 3 | |
| 9 | 2 | |
| 10 | 2 | |
| 11 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1907 | 1 | |
| 1900 | 1 | |
| 1853 | 1 | |
| 1842 | 1 | |
| 1816 | 2 | |
| 1813 | 1 | |
| 1805 | 1 | |
| 1788 | 1 | |
| 1783 | 1 | |
| 1768 | 1 |
px_width
Real number (ℝ)
| Distinct | 743 |
|---|---|
| Distinct (%) | 74.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1239.774 |
| Minimum | 501 |
|---|---|
| Maximum | 1998 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 501 |
|---|---|
| 5-th percentile | 565.95 |
| Q1 | 831.75 |
| median | 1250 |
| Q3 | 1637.75 |
| 95-th percentile | 1905.15 |
| Maximum | 1998 |
| Range | 1497 |
| Interquartile range (IQR) | 806 |
Descriptive statistics
| Standard deviation | 439.67098 |
|---|---|
| Coefficient of variation (CV) | 0.35463801 |
| Kurtosis | -1.257836 |
| Mean | 1239.774 |
| Median Absolute Deviation (MAD) | 404.5 |
| Skewness | -0.030879514 |
| Sum | 1239774 |
| Variance | 193310.57 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 555 | 4 | 0.4% |
| 1521 | 4 | 0.4% |
| 1443 | 4 | 0.4% |
| 628 | 3 | 0.3% |
| 1386 | 3 | 0.3% |
| 517 | 3 | 0.3% |
| 695 | 3 | 0.3% |
| 610 | 3 | 0.3% |
| 1896 | 3 | 0.3% |
| 1151 | 3 | 0.3% |
| Other values (733) | 967 |
| Value | Count | Frequency (%) |
| 501 | 1 | 0.1% |
| 502 | 2 | |
| 507 | 2 | |
| 508 | 2 | |
| 512 | 1 | 0.1% |
| 514 | 2 | |
| 516 | 2 | |
| 517 | 3 | |
| 518 | 3 | |
| 520 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1998 | 1 | 0.1% |
| 1997 | 1 | 0.1% |
| 1996 | 1 | 0.1% |
| 1993 | 1 | 0.1% |
| 1989 | 1 | 0.1% |
| 1986 | 1 | 0.1% |
| 1985 | 1 | 0.1% |
| 1984 | 1 | 0.1% |
| 1981 | 3 | |
| 1980 | 1 | 0.1% |
ram
Real number (ℝ)
| Distinct | 872 |
|---|---|
| Distinct (%) | 87.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2138.998 |
| Minimum | 263 |
|---|---|
| Maximum | 3989 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 263 |
|---|---|
| 5-th percentile | 411.7 |
| Q1 | 1237.25 |
| median | 2153.5 |
| Q3 | 3065.5 |
| 95-th percentile | 3836.2 |
| Maximum | 3989 |
| Range | 3726 |
| Interquartile range (IQR) | 1828.25 |
Descriptive statistics
| Standard deviation | 1088.0923 |
|---|---|
| Coefficient of variation (CV) | 0.50869252 |
| Kurtosis | -1.1883193 |
| Mean | 2138.998 |
| Median Absolute Deviation (MAD) | 913.5 |
| Skewness | -0.048188914 |
| Sum | 2138998 |
| Variance | 1183944.8 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1435 | 3 | 0.3% |
| 3816 | 3 | 0.3% |
| 1972 | 3 | 0.3% |
| 3386 | 3 | 0.3% |
| 2179 | 3 | 0.3% |
| 1580 | 3 | 0.3% |
| 625 | 3 | 0.3% |
| 2585 | 3 | 0.3% |
| 1715 | 3 | 0.3% |
| 1895 | 3 | 0.3% |
| Other values (862) | 970 |
| Value | Count | Frequency (%) |
| 263 | 1 | |
| 265 | 1 | |
| 267 | 1 | |
| 275 | 1 | |
| 286 | 1 | |
| 291 | 1 | |
| 292 | 1 | |
| 293 | 1 | |
| 294 | 1 | |
| 299 | 1 |
| Value | Count | Frequency (%) |
| 3989 | 1 | |
| 3984 | 1 | |
| 3976 | 1 | |
| 3975 | 1 | |
| 3973 | 1 | |
| 3969 | 1 | |
| 3964 | 1 | |
| 3959 | 1 | |
| 3954 | 1 | |
| 3953 | 1 |
sc_h
Real number (ℝ)
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.995 |
| Minimum | 5 |
|---|---|
| Maximum | 19 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 8 |
| median | 12 |
| Q3 | 16 |
| 95-th percentile | 19 |
| Maximum | 19 |
| Range | 14 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 4.3206067 |
|---|---|
| Coefficient of variation (CV) | 0.36020065 |
| Kurtosis | -1.1974981 |
| Mean | 11.995 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | -0.038292776 |
| Sum | 11995 |
| Variance | 18.667643 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 5 | 77 | 7.7% |
| 17 | 74 | 7.4% |
| 13 | 73 | 7.3% |
| 15 | 72 | 7.2% |
| 14 | 70 | 7.0% |
| 11 | 69 | 6.9% |
| 9 | 67 | 6.7% |
| 8 | 67 | 6.7% |
| 16 | 65 | 6.5% |
| 12 | 64 | 6.4% |
| Other values (5) | 302 |
| Value | Count | Frequency (%) |
| 5 | 77 | |
| 6 | 62 | |
| 7 | 61 | |
| 8 | 67 | |
| 9 | 67 | |
| 10 | 56 | |
| 11 | 69 | |
| 12 | 64 | |
| 13 | 73 | |
| 14 | 70 |
| Value | Count | Frequency (%) |
| 19 | 64 | |
| 18 | 59 | |
| 17 | 74 | |
| 16 | 65 | |
| 15 | 72 | |
| 14 | 70 | |
| 13 | 73 | |
| 12 | 64 | |
| 11 | 69 | |
| 10 | 56 |
sc_w
Real number (ℝ)
| Distinct | 19 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.316 |
| Minimum | 0 |
|---|---|
| Maximum | 18 |
| Zeros | 112 |
| Zeros (%) | 11.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 5 |
| Q3 | 8 |
| 95-th percentile | 14 |
| Maximum | 18 |
| Range | 18 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.2400616 |
|---|---|
| Coefficient of variation (CV) | 0.79760376 |
| Kurtosis | -0.06930117 |
| Mean | 5.316 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.77816283 |
| Sum | 5316 |
| Variance | 17.978122 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 0 | 112 | |
| 2 | 107 | |
| 1 | 99 | |
| 4 | 95 | |
| 5 | 93 | |
| 3 | 84 | |
| 6 | 73 | |
| 7 | 67 | 6.7% |
| 10 | 52 | 5.2% |
| 9 | 46 | 4.6% |
| Other values (9) | 172 |
| Value | Count | Frequency (%) |
| 0 | 112 | |
| 1 | 99 | |
| 2 | 107 | |
| 3 | 84 | |
| 4 | 95 | |
| 5 | 93 | |
| 6 | 73 | |
| 7 | 67 | |
| 8 | 44 | 4.4% |
| 9 | 46 |
| Value | Count | Frequency (%) |
| 18 | 5 | 0.5% |
| 17 | 8 | 0.8% |
| 16 | 7 | 0.7% |
| 15 | 15 | 1.5% |
| 14 | 20 | 2.0% |
| 13 | 23 | |
| 12 | 21 | |
| 11 | 29 | |
| 10 | 52 | |
| 9 | 46 |
talk_time
Real number (ℝ)
| Distinct | 19 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.085 |
| Minimum | 2 |
|---|---|
| Maximum | 20 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 6.75 |
| median | 11 |
| Q3 | 16 |
| 95-th percentile | 20 |
| Maximum | 20 |
| Range | 18 |
| Interquartile range (IQR) | 9.25 |
Descriptive statistics
| Standard deviation | 5.4976358 |
|---|---|
| Coefficient of variation (CV) | 0.49595271 |
| Kurtosis | -1.1877259 |
| Mean | 11.085 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.015640081 |
| Sum | 11085 |
| Variance | 30.223999 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 10 | 74 | 7.4% |
| 19 | 66 | 6.6% |
| 7 | 59 | 5.9% |
| 20 | 57 | 5.7% |
| 16 | 56 | 5.6% |
| 4 | 55 | 5.5% |
| 18 | 54 | 5.4% |
| 12 | 54 | 5.4% |
| 13 | 54 | 5.4% |
| 2 | 51 | 5.1% |
| Other values (9) | 420 |
| Value | Count | Frequency (%) |
| 2 | 51 | |
| 3 | 49 | |
| 4 | 55 | |
| 5 | 51 | |
| 6 | 44 | |
| 7 | 59 | |
| 8 | 50 | |
| 9 | 49 | |
| 10 | 74 | |
| 11 | 48 |
| Value | Count | Frequency (%) |
| 20 | 57 | |
| 19 | 66 | |
| 18 | 54 | |
| 17 | 37 | |
| 16 | 56 | |
| 15 | 46 | |
| 14 | 46 | |
| 13 | 54 | |
| 12 | 54 | |
| 11 | 48 |
three_g
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 756 | |
| 0 | 244 | 24.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 756 | |
| 0 | 244 | 24.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 756 | |
| 0 | 244 | 24.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 756 | |
| 0 | 244 | 24.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 756 | |
| 0 | 244 | 24.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 756 | |
| 0 | 244 | 24.4% |
touch_screen
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 500 | |
| 0 | 500 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 500 | |
| 0 | 500 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 500 | |
| 0 | 500 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 500 | |
| 0 | 500 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 500 | |
| 0 | 500 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 500 | |
| 0 | 500 |
wifi
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 507 | |
| 0 | 493 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 507 | |
| 0 | 493 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 507 | |
| 0 | 493 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 507 | |
| 0 | 493 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 507 | |
| 0 | 493 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 507 | |
| 0 | 493 |
| id | battery_power | clock_speed | fc | int_memory | m_dep | mobile_wt | n_cores | pc | px_height | px_width | ram | sc_h | sc_w | talk_time | blue | dual_sim | four_g | three_g | touch_screen | wifi | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| id | 1.000 | -0.022 | 0.034 | 0.022 | -0.013 | -0.003 | -0.008 | -0.016 | 0.002 | -0.026 | -0.012 | -0.044 | -0.012 | 0.007 | 0.031 | 0.000 | 0.095 | 0.000 | 0.000 | 0.000 | 0.000 |
| battery_power | -0.022 | 1.000 | -0.041 | -0.005 | 0.004 | -0.010 | -0.046 | 0.027 | 0.012 | 0.058 | 0.051 | -0.032 | -0.054 | -0.033 | 0.015 | 0.062 | 0.000 | 0.000 | 0.000 | 0.000 | 0.026 |
| clock_speed | 0.034 | -0.041 | 1.000 | 0.020 | -0.032 | 0.017 | -0.017 | -0.011 | 0.054 | 0.007 | 0.067 | -0.001 | -0.030 | -0.018 | -0.082 | 0.000 | 0.000 | 0.000 | 0.022 | 0.029 | 0.000 |
| fc | 0.022 | -0.005 | 0.020 | 1.000 | -0.016 | 0.001 | 0.022 | 0.020 | 0.681 | -0.002 | 0.041 | -0.048 | 0.046 | 0.012 | -0.049 | 0.028 | 0.000 | 0.000 | 0.017 | 0.000 | 0.009 |
| int_memory | -0.013 | 0.004 | -0.032 | -0.016 | 1.000 | -0.003 | -0.011 | 0.023 | 0.022 | -0.002 | -0.007 | -0.008 | -0.009 | 0.023 | 0.024 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| m_dep | -0.003 | -0.010 | 0.017 | 0.001 | -0.003 | 1.000 | -0.042 | 0.009 | 0.012 | 0.070 | 0.036 | 0.018 | -0.025 | -0.011 | 0.024 | 0.026 | 0.044 | 0.000 | 0.000 | 0.029 | 0.065 |
| mobile_wt | -0.008 | -0.046 | -0.017 | 0.022 | -0.011 | -0.042 | 1.000 | -0.041 | 0.027 | 0.016 | -0.015 | 0.028 | -0.024 | 0.025 | -0.022 | 0.046 | 0.000 | 0.006 | 0.091 | 0.087 | 0.090 |
| n_cores | -0.016 | 0.027 | -0.011 | 0.020 | 0.023 | 0.009 | -0.041 | 1.000 | 0.015 | -0.040 | -0.060 | -0.041 | -0.036 | -0.000 | -0.003 | 0.037 | 0.000 | 0.000 | 0.000 | 0.036 | 0.000 |
| pc | 0.002 | 0.012 | 0.054 | 0.681 | 0.022 | 0.012 | 0.027 | 0.015 | 1.000 | 0.033 | 0.056 | -0.046 | 0.020 | -0.003 | -0.038 | 0.092 | 0.077 | 0.000 | 0.000 | 0.000 | 0.000 |
| px_height | -0.026 | 0.058 | 0.007 | -0.002 | -0.002 | 0.070 | 0.016 | -0.040 | 0.033 | 1.000 | 0.490 | 0.036 | 0.006 | 0.034 | 0.046 | 0.000 | 0.000 | 0.056 | 0.073 | 0.057 | 0.045 |
| px_width | -0.012 | 0.051 | 0.067 | 0.041 | -0.007 | 0.036 | -0.015 | -0.060 | 0.056 | 0.490 | 1.000 | -0.025 | -0.022 | 0.013 | 0.054 | 0.000 | 0.000 | 0.000 | 0.000 | 0.053 | 0.058 |
| ram | -0.044 | -0.032 | -0.001 | -0.048 | -0.008 | 0.018 | 0.028 | -0.041 | -0.046 | 0.036 | -0.025 | 1.000 | 0.024 | 0.022 | -0.005 | 0.055 | 0.000 | 0.000 | 0.056 | 0.073 | 0.007 |
| sc_h | -0.012 | -0.054 | -0.030 | 0.046 | -0.009 | -0.025 | -0.024 | -0.036 | 0.020 | 0.006 | -0.022 | 0.024 | 1.000 | 0.456 | 0.025 | 0.077 | 0.016 | 0.000 | 0.035 | 0.000 | 0.000 |
| sc_w | 0.007 | -0.033 | -0.018 | 0.012 | 0.023 | -0.011 | 0.025 | -0.000 | -0.003 | 0.034 | 0.013 | 0.022 | 0.456 | 1.000 | 0.068 | 0.034 | 0.040 | 0.000 | 0.000 | 0.068 | 0.016 |
| talk_time | 0.031 | 0.015 | -0.082 | -0.049 | 0.024 | 0.024 | -0.022 | -0.003 | -0.038 | 0.046 | 0.054 | -0.005 | 0.025 | 0.068 | 1.000 | 0.053 | 0.000 | 0.000 | 0.000 | 0.000 | 0.057 |
| blue | 0.000 | 0.062 | 0.000 | 0.028 | 0.000 | 0.026 | 0.046 | 0.037 | 0.092 | 0.000 | 0.000 | 0.055 | 0.077 | 0.034 | 0.053 | 1.000 | 0.000 | 0.000 | 0.000 | 0.049 | 0.000 |
| dual_sim | 0.095 | 0.000 | 0.000 | 0.000 | 0.000 | 0.044 | 0.000 | 0.000 | 0.077 | 0.000 | 0.000 | 0.000 | 0.016 | 0.040 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.005 | 0.000 |
| four_g | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.006 | 0.000 | 0.000 | 0.056 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.551 | 0.000 | 0.011 |
| three_g | 0.000 | 0.000 | 0.022 | 0.017 | 0.000 | 0.000 | 0.091 | 0.000 | 0.000 | 0.073 | 0.000 | 0.056 | 0.035 | 0.000 | 0.000 | 0.000 | 0.000 | 0.551 | 1.000 | 0.000 | 0.000 |
| touch_screen | 0.000 | 0.000 | 0.029 | 0.000 | 0.000 | 0.029 | 0.087 | 0.036 | 0.000 | 0.057 | 0.053 | 0.073 | 0.000 | 0.068 | 0.000 | 0.049 | 0.005 | 0.000 | 0.000 | 1.000 | 0.000 |
| wifi | 0.000 | 0.026 | 0.000 | 0.009 | 0.000 | 0.065 | 0.090 | 0.000 | 0.000 | 0.045 | 0.058 | 0.007 | 0.000 | 0.016 | 0.057 | 0.000 | 0.000 | 0.011 | 0.000 | 0.000 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| id | battery_power | blue | clock_speed | dual_sim | fc | four_g | int_memory | m_dep | mobile_wt | n_cores | pc | px_height | px_width | ram | sc_h | sc_w | talk_time | three_g | touch_screen | wifi | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 1043 | 1 | 1.8 | 1 | 14 | 0 | 5 | 0.1 | 193 | 3 | 16 | 226 | 1412 | 3476 | 12 | 7 | 2 | 0 | 1 | 0 |
| 1 | 2 | 841 | 1 | 0.5 | 1 | 4 | 1 | 61 | 0.8 | 191 | 5 | 12 | 746 | 857 | 3895 | 6 | 0 | 7 | 1 | 0 | 0 |
| 2 | 3 | 1807 | 1 | 2.8 | 0 | 1 | 0 | 27 | 0.9 | 186 | 3 | 4 | 1270 | 1366 | 2396 | 17 | 10 | 10 | 0 | 1 | 1 |
| 3 | 4 | 1546 | 0 | 0.5 | 1 | 18 | 1 | 25 | 0.5 | 96 | 8 | 20 | 295 | 1752 | 3893 | 10 | 0 | 7 | 1 | 1 | 0 |
| 4 | 5 | 1434 | 0 | 1.4 | 0 | 11 | 1 | 49 | 0.5 | 108 | 6 | 18 | 749 | 810 | 1773 | 15 | 8 | 7 | 1 | 0 | 1 |
| 5 | 6 | 1464 | 1 | 2.9 | 1 | 5 | 1 | 50 | 0.8 | 198 | 8 | 9 | 569 | 939 | 3506 | 10 | 7 | 3 | 1 | 1 | 1 |
| 6 | 7 | 1718 | 0 | 2.4 | 0 | 1 | 0 | 47 | 1.0 | 156 | 2 | 3 | 1283 | 1374 | 3873 | 14 | 2 | 10 | 0 | 0 | 0 |
| 7 | 8 | 833 | 0 | 2.4 | 1 | 0 | 0 | 62 | 0.8 | 111 | 1 | 2 | 1312 | 1880 | 1495 | 7 | 2 | 18 | 0 | 1 | 1 |
| 8 | 9 | 1111 | 1 | 2.9 | 1 | 9 | 1 | 25 | 0.6 | 101 | 5 | 19 | 556 | 876 | 3485 | 11 | 9 | 10 | 1 | 1 | 0 |
| 9 | 10 | 1520 | 0 | 0.5 | 0 | 1 | 0 | 25 | 0.5 | 171 | 3 | 20 | 52 | 1009 | 651 | 6 | 0 | 5 | 1 | 0 | 1 |
| id | battery_power | blue | clock_speed | dual_sim | fc | four_g | int_memory | m_dep | mobile_wt | n_cores | pc | px_height | px_width | ram | sc_h | sc_w | talk_time | three_g | touch_screen | wifi | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 990 | 991 | 1807 | 0 | 1.2 | 0 | 4 | 0 | 37 | 0.8 | 162 | 1 | 11 | 246 | 932 | 2741 | 7 | 1 | 9 | 1 | 1 | 1 |
| 991 | 992 | 1797 | 1 | 2.6 | 0 | 4 | 0 | 42 | 0.6 | 174 | 3 | 20 | 57 | 1169 | 3359 | 16 | 6 | 18 | 1 | 1 | 1 |
| 992 | 993 | 1895 | 0 | 0.5 | 1 | 0 | 1 | 62 | 0.9 | 99 | 2 | 0 | 1019 | 1698 | 2563 | 10 | 8 | 13 | 1 | 0 | 1 |
| 993 | 994 | 567 | 1 | 2.7 | 1 | 14 | 1 | 56 | 0.4 | 165 | 8 | 17 | 555 | 1290 | 336 | 7 | 6 | 7 | 1 | 1 | 1 |
| 994 | 995 | 936 | 1 | 1.4 | 1 | 0 | 0 | 46 | 0.8 | 139 | 2 | 0 | 265 | 886 | 684 | 8 | 5 | 12 | 1 | 1 | 1 |
| 995 | 996 | 1700 | 1 | 1.9 | 0 | 0 | 1 | 54 | 0.5 | 170 | 7 | 17 | 644 | 913 | 2121 | 14 | 8 | 15 | 1 | 1 | 0 |
| 996 | 997 | 609 | 0 | 1.8 | 1 | 0 | 0 | 13 | 0.9 | 186 | 4 | 2 | 1152 | 1632 | 1933 | 8 | 1 | 19 | 0 | 1 | 1 |
| 997 | 998 | 1185 | 0 | 1.4 | 0 | 1 | 1 | 8 | 0.5 | 80 | 1 | 12 | 477 | 825 | 1223 | 5 | 0 | 14 | 1 | 0 | 0 |
| 998 | 999 | 1533 | 1 | 0.5 | 1 | 0 | 0 | 50 | 0.4 | 171 | 2 | 12 | 38 | 832 | 2509 | 15 | 11 | 6 | 0 | 1 | 0 |
| 999 | 1000 | 1270 | 1 | 0.5 | 0 | 4 | 1 | 35 | 0.1 | 140 | 6 | 19 | 457 | 608 | 2828 | 9 | 2 | 3 | 1 | 0 | 1 |